{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [],
   "source": [
    "# Delete this cell to re-enable tracebacks\n",
    "import sys\n",
    "ipython = get_ipython()\n",
    "\n",
    "def hide_traceback(exc_tuple=None, filename=None, tb_offset=None,\n",
    "                   exception_only=False, running_compiled_code=False):\n",
    "    etype, value, tb = sys.exc_info()\n",
    "    value.__cause__ = None  # suppress chained exceptions\n",
    "    return ipython._showtraceback(etype, value, ipython.InteractiveTB.get_exception_only(etype, value))\n",
    "\n",
    "ipython.showtraceback = hide_traceback"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [],
   "source": [
    "# JSON output syntax highlighting\n",
    "from __future__ import print_function\n",
    "from pygments import highlight\n",
    "from pygments.lexers import JsonLexer, TextLexer\n",
    "from pygments.formatters import HtmlFormatter\n",
    "from IPython.display import display, HTML\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "\n",
    "def json_print(inpt):\n",
    "    string = str(inpt)\n",
    "    formatter = HtmlFormatter()\n",
    "    if string[0] == '{':\n",
    "        lexer = JsonLexer()\n",
    "    else:\n",
    "        lexer = TextLexer()\n",
    "    return HTML('<style type=\"text/css\">{}</style>{}'.format(\n",
    "                formatter.get_style_defs('.highlight'),\n",
    "                highlight(string, lexer, formatter)))\n",
    "\n",
    "globals()['print'] = json_print"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Environments\n",
    "\n",
    "An [Environment](../api/stix2.environment.rst#stix2.environment.Environment) object makes it easier to use STIX 2 content as part of a larger application or ecosystem. It allows you to abstract away the nasty details of sending and receiving STIX data, and to create STIX objects with default values for common properties.\n",
    "\n",
    "### Storing and Retrieving STIX Content\n",
    "\n",
    "An [Environment](../api/stix2.environment.rst#stix2.environment.Environment) can be set up with a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) if you want to store and retrieve STIX content from the same place. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from stix2 import Environment, MemoryStore\n",
    "\n",
    "env = Environment(store=MemoryStore())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If desired, you can instead set up an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with different data sources and sinks. In the following example we set up an environment that retrieves objects from [memory](../api/datastore/stix2.datastore.memory.rst) and a directory on the [filesystem](../api/datastore/stix2.datastore.filesystem.rst), and stores objects in a different directory on the filesystem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from stix2 import CompositeDataSource, FileSystemSink, FileSystemSource, MemorySource\n",
    "\n",
    "src = CompositeDataSource()\n",
    "src.add_data_sources([MemorySource(), FileSystemSource(\"/tmp/stix2_source\")])\n",
    "env2 = Environment(source=src,\n",
    "                   sink=FileSystemSink(\"/tmp/stix2_sink\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) you can store some STIX content in its [DataSinks](../api/stix2.datastore.rst#stix2.datastore.DataSink) with [add()](../api/stix2.environment.rst#stix2.environment.Environment.add):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from stix2 import Indicator\n",
    "\n",
    "indicator = Indicator(id=\"indicator--a740531e-63ff-4e49-a9e1-a0a3eed0e3e7\",\n",
    "                      pattern_type=\"stix\",\n",
    "                      pattern=\"[file:hashes.md5 = 'd41d8cd98f00b204e9800998ecf8427e']\")\n",
    "env.add(indicator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can retrieve STIX objects from the [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource) in the [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with [get()](../api/stix2.environment.rst#stix2.environment.Environment.get), [query()](../api/stix2.environment.rst#stix2.environment.Environment.query), [all_versions()](../api/stix2.environment.rst#stix2.environment.Environment.all_versions), [creator_of()](../api/stix2.datastore.rst#stix2.datastore.DataSource.creator_of), [related_to()](../api/stix2.datastore.rst#stix2.datastore.DataSource.related_to), and [relationships()](../api/stix2.datastore.rst#stix2.datastore.DataSource.relationships) just as you would for a [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
       ".highlight  { background: #f8f8f8; }\n",
       ".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
       ".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
       ".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
       ".highlight .o { color: #666666 } /* Operator */\n",
       ".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
       ".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
       ".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
       ".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
       ".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
       ".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
       ".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
       ".highlight .ge { font-style: italic } /* Generic.Emph */\n",
       ".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
       ".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
       ".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
       ".highlight .go { color: #888888 } /* Generic.Output */\n",
       ".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
       ".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
       ".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
       ".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
       ".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
       ".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
       ".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
       ".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
       ".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
       ".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
       ".highlight .m { color: #666666 } /* Literal.Number */\n",
       ".highlight .s { color: #BA2121 } /* Literal.String */\n",
       ".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
       ".highlight .nb { color: #008000 } /* Name.Builtin */\n",
       ".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
       ".highlight .no { color: #880000 } /* Name.Constant */\n",
       ".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
       ".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
       ".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
       ".highlight .nf { color: #0000FF } /* Name.Function */\n",
       ".highlight .nl { color: #A0A000 } /* Name.Label */\n",
       ".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
       ".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
       ".highlight .nv { color: #19177C } /* Name.Variable */\n",
       ".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
       ".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
       ".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
       ".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
       ".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
       ".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
       ".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
       ".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
       ".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
       ".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
       ".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
       ".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
       ".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
       ".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
       ".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
       ".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
       ".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
       ".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
       ".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
       ".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
       ".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
       ".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
       ".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
       ".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
       ".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
       ".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
       ".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
       "    <span class=\"nt\">&quot;type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;spec_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;id&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator--a740531e-63ff-4e49-a9e1-a0a3eed0e3e7&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:46:08.384618Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;modified&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:46:08.384618Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;[file:hashes.md5 = &#39;d41d8cd98f00b204e9800998ecf8427e&#39;]&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;stix&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;valid_from&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:46:08.384618Z&quot;</span>\n",
       "<span class=\"p\">}</span>\n",
       "</pre></div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(env.get(\"indicator--a740531e-63ff-4e49-a9e1-a0a3eed0e3e7\").serialize(pretty=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating STIX Objects With Defaults\n",
    "\n",
    "To create STIX objects with default values for certain properties, use an [ObjectFactory](../api/stix2.environment.rst#stix2.environment.ObjectFactory). For instance, say we want all objects we create to have a ``created_by_ref`` property pointing to the ``Identity`` object representing our organization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from stix2 import Indicator, ObjectFactory\n",
    "\n",
    "factory = ObjectFactory(created_by_ref=\"identity--311b2d2d-f010-4473-83ec-1edf84858f4c\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Once you've set up the [ObjectFactory](../api/stix2.environment.rst#stix2.environment.ObjectFactory), use its [create()](../api/stix2.environment.rst#stix2.environment.ObjectFactory.create) method, passing in the class for the type of object you wish to create, followed by the other properties and their values for the object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
       ".highlight  { background: #f8f8f8; }\n",
       ".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
       ".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
       ".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
       ".highlight .o { color: #666666 } /* Operator */\n",
       ".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
       ".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
       ".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
       ".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
       ".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
       ".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
       ".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
       ".highlight .ge { font-style: italic } /* Generic.Emph */\n",
       ".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
       ".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
       ".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
       ".highlight .go { color: #888888 } /* Generic.Output */\n",
       ".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
       ".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
       ".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
       ".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
       ".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
       ".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
       ".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
       ".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
       ".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
       ".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
       ".highlight .m { color: #666666 } /* Literal.Number */\n",
       ".highlight .s { color: #BA2121 } /* Literal.String */\n",
       ".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
       ".highlight .nb { color: #008000 } /* Name.Builtin */\n",
       ".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
       ".highlight .no { color: #880000 } /* Name.Constant */\n",
       ".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
       ".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
       ".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
       ".highlight .nf { color: #0000FF } /* Name.Function */\n",
       ".highlight .nl { color: #A0A000 } /* Name.Label */\n",
       ".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
       ".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
       ".highlight .nv { color: #19177C } /* Name.Variable */\n",
       ".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
       ".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
       ".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
       ".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
       ".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
       ".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
       ".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
       ".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
       ".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
       ".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
       ".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
       ".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
       ".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
       ".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
       ".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
       ".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
       ".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
       ".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
       ".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
       ".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
       ".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
       ".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
       ".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
       ".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
       ".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
       ".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
       ".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
       "    <span class=\"nt\">&quot;type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;spec_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;id&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator--4db1493b-8822-4b1c-a471-1c1cdc53ec6d&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created_by_ref&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;identity--311b2d2d-f010-4473-83ec-1edf84858f4c&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:46:36.666866Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;modified&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:46:36.666866Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;[file:hashes.md5 = &#39;d41d8cd98f00b204e9800998ecf8427e&#39;]&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;stix&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;valid_from&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:46:36.666866Z&quot;</span>\n",
       "<span class=\"p\">}</span>\n",
       "</pre></div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind = factory.create(Indicator,\n",
    "                     pattern_type=\"stix\",\n",
    "                     pattern=\"[file:hashes.md5 = 'd41d8cd98f00b204e9800998ecf8427e']\")\n",
    "print(ind.serialize(pretty=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "All objects we create with that [ObjectFactory](../api/stix2.environment.rst#stix2.environment.ObjectFactory) will automatically get the default value for ``created_by_ref``. These are the properties for which defaults can be set:\n",
    "\n",
    "- ``created_by_ref``\n",
    "- ``created``\n",
    "- ``external_references``\n",
    "- ``object_marking_refs``\n",
    "\n",
    "These defaults can be bypassed. For example, say you have an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with multiple default values but want to create an object with a different value for ``created_by_ref``, or none at all."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
       ".highlight  { background: #f8f8f8; }\n",
       ".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
       ".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
       ".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
       ".highlight .o { color: #666666 } /* Operator */\n",
       ".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
       ".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
       ".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
       ".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
       ".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
       ".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
       ".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
       ".highlight .ge { font-style: italic } /* Generic.Emph */\n",
       ".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
       ".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
       ".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
       ".highlight .go { color: #888888 } /* Generic.Output */\n",
       ".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
       ".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
       ".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
       ".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
       ".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
       ".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
       ".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
       ".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
       ".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
       ".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
       ".highlight .m { color: #666666 } /* Literal.Number */\n",
       ".highlight .s { color: #BA2121 } /* Literal.String */\n",
       ".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
       ".highlight .nb { color: #008000 } /* Name.Builtin */\n",
       ".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
       ".highlight .no { color: #880000 } /* Name.Constant */\n",
       ".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
       ".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
       ".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
       ".highlight .nf { color: #0000FF } /* Name.Function */\n",
       ".highlight .nl { color: #A0A000 } /* Name.Label */\n",
       ".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
       ".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
       ".highlight .nv { color: #19177C } /* Name.Variable */\n",
       ".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
       ".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
       ".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
       ".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
       ".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
       ".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
       ".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
       ".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
       ".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
       ".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
       ".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
       ".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
       ".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
       ".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
       ".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
       ".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
       ".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
       ".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
       ".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
       ".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
       ".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
       ".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
       ".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
       ".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
       ".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
       ".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
       ".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
       "    <span class=\"nt\">&quot;type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;spec_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;id&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator--e7e92c87-df40-4ffb-a6da-9667b0acddb1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2017-09-25T18:07:46.255472Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;modified&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2017-09-25T18:07:46.255472Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;[file:hashes.md5 = &#39;d41d8cd98f00b204e9800998ecf8427e&#39;]&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;stix&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;valid_from&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:47:58.470047Z&quot;</span>\n",
       "<span class=\"p\">}</span>\n",
       "</pre></div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "factory2 = ObjectFactory(created_by_ref=\"identity--311b2d2d-f010-4473-83ec-1edf84858f4c\",\n",
    "                         created=\"2017-09-25T18:07:46.255472Z\")\n",
    "env2 = Environment(factory=factory2)\n",
    "\n",
    "ind2 = env2.create(Indicator,\n",
    "                   created_by_ref=None,\n",
    "                   pattern_type=\"stix\",\n",
    "                   pattern=\"[file:hashes.md5 = 'd41d8cd98f00b204e9800998ecf8427e']\")\n",
    "print(ind2.serialize(pretty=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
       ".highlight  { background: #f8f8f8; }\n",
       ".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
       ".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
       ".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
       ".highlight .o { color: #666666 } /* Operator */\n",
       ".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
       ".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
       ".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
       ".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
       ".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
       ".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
       ".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
       ".highlight .ge { font-style: italic } /* Generic.Emph */\n",
       ".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
       ".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
       ".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
       ".highlight .go { color: #888888 } /* Generic.Output */\n",
       ".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
       ".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
       ".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
       ".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
       ".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
       ".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
       ".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
       ".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
       ".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
       ".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
       ".highlight .m { color: #666666 } /* Literal.Number */\n",
       ".highlight .s { color: #BA2121 } /* Literal.String */\n",
       ".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
       ".highlight .nb { color: #008000 } /* Name.Builtin */\n",
       ".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
       ".highlight .no { color: #880000 } /* Name.Constant */\n",
       ".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
       ".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
       ".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
       ".highlight .nf { color: #0000FF } /* Name.Function */\n",
       ".highlight .nl { color: #A0A000 } /* Name.Label */\n",
       ".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
       ".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
       ".highlight .nv { color: #19177C } /* Name.Variable */\n",
       ".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
       ".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
       ".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
       ".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
       ".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
       ".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
       ".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
       ".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
       ".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
       ".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
       ".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
       ".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
       ".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
       ".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
       ".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
       ".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
       ".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
       ".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
       ".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
       ".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
       ".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
       ".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
       ".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
       ".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
       ".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
       ".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
       ".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
       "    <span class=\"nt\">&quot;type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;spec_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;id&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator--40540b9b-47a7-4855-81a3-b6d3ff6f8592&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created_by_ref&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;identity--962cabe5-f7f3-438a-9169-585a8c971d12&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2017-09-25T18:07:46.255472Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;modified&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2017-09-25T18:07:46.255472Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;[file:hashes.md5 = &#39;d41d8cd98f00b204e9800998ecf8427e&#39;]&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;stix&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;valid_from&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:48:11.028904Z&quot;</span>\n",
       "<span class=\"p\">}</span>\n",
       "</pre></div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind3 = env2.create(Indicator,\n",
    "                       created_by_ref=\"identity--962cabe5-f7f3-438a-9169-585a8c971d12\",\n",
    "                       pattern_type=\"stix\",\n",
    "                       pattern=\"[file:hashes.md5 = 'd41d8cd98f00b204e9800998ecf8427e']\")\n",
    "print(ind3.serialize(pretty=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "For the full power of the Environment layer, create an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with both a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin)/[Source](../api/stix2.datastore.rst#stix2.datastore.DataSource)/[Sink](../api/stix2.datastore.rst#stix2.datastore.DataSink) and an [ObjectFactory](../api/stix2.environment.rst#stix2.environment.ObjectFactory):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.highlight .hll { background-color: #ffffcc }\n",
       ".highlight  { background: #f8f8f8; }\n",
       ".highlight .c { color: #408080; font-style: italic } /* Comment */\n",
       ".highlight .err { border: 1px solid #FF0000 } /* Error */\n",
       ".highlight .k { color: #008000; font-weight: bold } /* Keyword */\n",
       ".highlight .o { color: #666666 } /* Operator */\n",
       ".highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
       ".highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
       ".highlight .cp { color: #BC7A00 } /* Comment.Preproc */\n",
       ".highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
       ".highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
       ".highlight .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
       ".highlight .gd { color: #A00000 } /* Generic.Deleted */\n",
       ".highlight .ge { font-style: italic } /* Generic.Emph */\n",
       ".highlight .gr { color: #FF0000 } /* Generic.Error */\n",
       ".highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
       ".highlight .gi { color: #00A000 } /* Generic.Inserted */\n",
       ".highlight .go { color: #888888 } /* Generic.Output */\n",
       ".highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
       ".highlight .gs { font-weight: bold } /* Generic.Strong */\n",
       ".highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
       ".highlight .gt { color: #0044DD } /* Generic.Traceback */\n",
       ".highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
       ".highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
       ".highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
       ".highlight .kp { color: #008000 } /* Keyword.Pseudo */\n",
       ".highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
       ".highlight .kt { color: #B00040 } /* Keyword.Type */\n",
       ".highlight .m { color: #666666 } /* Literal.Number */\n",
       ".highlight .s { color: #BA2121 } /* Literal.String */\n",
       ".highlight .na { color: #7D9029 } /* Name.Attribute */\n",
       ".highlight .nb { color: #008000 } /* Name.Builtin */\n",
       ".highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
       ".highlight .no { color: #880000 } /* Name.Constant */\n",
       ".highlight .nd { color: #AA22FF } /* Name.Decorator */\n",
       ".highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
       ".highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
       ".highlight .nf { color: #0000FF } /* Name.Function */\n",
       ".highlight .nl { color: #A0A000 } /* Name.Label */\n",
       ".highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
       ".highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
       ".highlight .nv { color: #19177C } /* Name.Variable */\n",
       ".highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
       ".highlight .w { color: #bbbbbb } /* Text.Whitespace */\n",
       ".highlight .mb { color: #666666 } /* Literal.Number.Bin */\n",
       ".highlight .mf { color: #666666 } /* Literal.Number.Float */\n",
       ".highlight .mh { color: #666666 } /* Literal.Number.Hex */\n",
       ".highlight .mi { color: #666666 } /* Literal.Number.Integer */\n",
       ".highlight .mo { color: #666666 } /* Literal.Number.Oct */\n",
       ".highlight .sa { color: #BA2121 } /* Literal.String.Affix */\n",
       ".highlight .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
       ".highlight .sc { color: #BA2121 } /* Literal.String.Char */\n",
       ".highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
       ".highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
       ".highlight .s2 { color: #BA2121 } /* Literal.String.Double */\n",
       ".highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
       ".highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
       ".highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
       ".highlight .sx { color: #008000 } /* Literal.String.Other */\n",
       ".highlight .sr { color: #BB6688 } /* Literal.String.Regex */\n",
       ".highlight .s1 { color: #BA2121 } /* Literal.String.Single */\n",
       ".highlight .ss { color: #19177C } /* Literal.String.Symbol */\n",
       ".highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
       ".highlight .fm { color: #0000FF } /* Name.Function.Magic */\n",
       ".highlight .vc { color: #19177C } /* Name.Variable.Class */\n",
       ".highlight .vg { color: #19177C } /* Name.Variable.Global */\n",
       ".highlight .vi { color: #19177C } /* Name.Variable.Instance */\n",
       ".highlight .vm { color: #19177C } /* Name.Variable.Magic */\n",
       ".highlight .il { color: #666666 } /* Literal.Number.Integer.Long */</style><div class=\"highlight\"><pre><span></span><span class=\"p\">{</span>\n",
       "    <span class=\"nt\">&quot;type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;spec_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;id&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;indicator--3ab656d1-e549-4a6e-a2df-e84ff515fcd3&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created_by_ref&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;identity--311b2d2d-f010-4473-83ec-1edf84858f4c&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;created&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:48:20.238719Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;modified&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:48:20.238719Z&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;[file:hashes.md5 = &#39;d41d8cd98f00b204e9800998ecf8427e&#39;]&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_type&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;stix&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;pattern_version&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2.1&quot;</span><span class=\"p\">,</span>\n",
       "    <span class=\"nt\">&quot;valid_from&quot;</span><span class=\"p\">:</span> <span class=\"s2\">&quot;2020-06-26T14:48:20.238719Z&quot;</span>\n",
       "<span class=\"p\">}</span>\n",
       "</pre></div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "environ = Environment(ObjectFactory(created_by_ref=\"identity--311b2d2d-f010-4473-83ec-1edf84858f4c\"),\n",
    "                      MemoryStore())\n",
    "\n",
    "i = environ.create(Indicator,\n",
    "                   pattern_type=\"stix\",\n",
    "                   pattern=\"[file:hashes.md5 = 'd41d8cd98f00b204e9800998ecf8427e']\")\n",
    "environ.add(i)\n",
    "print(environ.get(i.id).serialize(pretty=True))"
   ]
  }
 ],
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